MCP Server Quality Scores

Independent quality analysis of 68965 public MCP servers

68965
Discovered
→
33703
Scored
→
2112
Verified
→
16953
Complete

Last updated 8 hours, 2 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
2301
AbdelStark
Enables AI models to interact with the Lightning Network by providing an MCP-co…
B 78 5⁄5 ◉ ⏳ 92 68 — 37 80 100
2302
WiseriaAI
lucid-mcp Claim
AI-native data analysis agent as an MCP Server. Connect your Excel files, CSVs…
B 78 5⁄4 ◉ ⏳ 76 61 N/A 59 92 98
2303
Lexpedite
Enables interaction with the Blawx API to discover project ontologies, ask ques…
B 78 5⁄5 ◉ ⏳ 84 72 — 45 81 98
2304
knowall-ai
Enables AI agents to store, retrieve, and connect information in a Neo4j graph …
B 78 5⁄5 ◉ ⏳ 94 58 — 56 82 91
2305
crunchtools
MCP Gitlab ⚡ Claim
Secure MCP server for GitLab projects, merge requests, issues, and pipelines
B 78 5⁄5 ◉ ⏳ 66 82 N/A 51 95 94
2306
SaptaDey
Enable advanced AI reasoning workflows using graph-based thought representation…
B 78 5⁄4 ◉ ⏳ 94 58 N/A 37 95 93
2307
Njengah
Reads README files from the file system and automatically generates structured …
B 78 5⁄5 ◉ ⏳ 90 100 N/A 33 95 51
2308
theletterf
Integrates Vale prose linting into AI coding assistants, enabling users to chec…
B 78 5⁄5 ◉ ⏳ 72 75 N/A 46 95 96
2309
Kaina3
Debug-MCP ⚡ Claim
Enables AI assistants to perform interactive Python debugging with breakpoints,…
B 78 5⁄4 ◉ ⏳ 92 53 N/A 50 95 94
2310
csjoblom
musclesworked-mcp ⚡ Claim
Exercise-to-muscle mapping MCP server. Look up muscles worked by 856 exercises …
B 78 5⁄4 ◉ ⏳ 72 76 — 56 83 100
2311
ayeletstudioindia
Provides deep source code analysis for Unreal Engine codebases, allowing AI ass…
B 78 5⁄5 ◉ ⏳ 86 68 — 47 81 99
2312
TheNomadInOrbit
Vision MCP Server ⚡ Claim
Enables vision capabilities for any AI model by routing image analysis requests…
B 78 5⁄5 ◉ ⏳ 86 72 — 46 81 95
2313
CryptoAPIs-io
mcp-utils ⚡ Claim 3
MCP server for address derivation and encoding utilities across multiple blockc…
B 78 6⁄4 ◉ ⏳ 81 76 93 37 83 84
2314
Eis4TY
Provides Chinese holiday information, lunar calendar conversion, traditional fe…
B 78 5⁄5 ◉ ⏳ 84 82 — 57 81 80
2315
lasso-security
mcp-gateway ⚡ Claim
Acts as an intermediary between LLMs and other MCP servers, centralizing manage…
B 78 5⁄4 ◉ ⏳ 96 33 N/A 74 91 98
2316
hqn21
An MCP server that enables MCP clients like Claude Desktop to interact with dat…
B 78 5⁄5 ◉ ⏳ 72 70 N/A 72 81 97
2317
parallax-labs
Local-first context ingestion and retrieval for AI tools. SQLite + embeddings +…
B 78 5⁄4 ◉ ⏳ 90 30 N/A 82 94 96
2318
gluip
chart-canvas ⚡ Claim
Create interactive visualizations and query data sources (SQLite, CSV, Parquet,…
B 78 5⁄4 ◉ ⏳ 90 56 N/A 44 95 95
2319
oborchers
mcp-server-pacman ⚡ Claim 1
mcp-server-pacman
B 78 5⁄5 ◉ ⏳ 94 100 — 61 81 40
2320
hmumixaM
Enables interaction with USCardForum, a Discourse-based community focused on US…
B 78 5⁄5 ◉ ⏳ 72 100 — 29 81 95
2321
vyb1ng
Plex MCP Server ⚡ Claim
Enables search, browsing, and management of Plex media libraries including movi…
B 78 5⁄5 ◉ ⏳ 92 66 — 54 77 94
2322
joshuayoes
ios-simulator-mcp ⚡ Claim
A Model Context Protocol (MCP) server for interacting with iOS simulators. This…
B 78 5⁄4 ◉ ⏳ 62 63 N/A 86 89 98
2323
DynamicEndpoints
A comprehensive server that enables sophisticated interactions with PocketBase …
B 78 5⁄5 ◉ ⏳ 92 68 — 65 76 85
2324
bluwork
Scout your PostgreSQL databases with AI - safety features, monitoring, and data…
B 78 5⁄4 ◉ ⏳ 80 65 N/A 50 95 93
2325
subspace-lab
matlab-mcp-server ⚡ Claim
Matlab MCP Server in python
B 78 5⁄4 ◉ ⏳ 86 58 N/A 54 95 92
2326
nearai
NEAR MCP ⚡ Claim
Interact with the NEAR blockchain through MCP calls
B 78 5⁄5 ◉ ⏳ 86 58 — 76 78 95
2327
alex1092
Enables integration with Up Banking API to query account balances, transaction …
B 78 5⁄5 ◉ ⏳ 90 65 — 44 81 100
2328
markusvankempen
IBM Maximo ⚡ Claim 1
Connect AI assistants to IBM Maximo for API discovery, OSLC querying, and Carbo…
B 78 5⁄5 ◉ ⏳ 94 83 N/A 70 78 56
2329
aws-samples
This project demonstrates how to use AWS Bedrock with Anthropic Claude and Amaz…
B 78 5⁄4 ◉ ⏳ 96 50 N/A 50 95 90
2330
daedalus
mcp-rpn ⚡ Claim
MCP server that exposes an RPN calculator
B 78 4⁄4 ◉ ⏳ 64 N/A N/A 49 95 99
2331
ymyzk
Nagoya Bus MCP ⚡ Claim
Provides access to Nagoya bus system information and schedules. Enables users t…
B 78 5⁄4 ◉ ⏳ 68 58 N/A 72 95 100
2332
conorluddy
xc-mcp ⚡ Claim 1
XCode CLI MCP: Convenience wrapper for Xcode CLI tools & iOS Simulator. Progres…
B 78 5⁄5 ◉ ⏳ 66 82 N/A 56 95 88
2333
baskcart
Self-verifying ledger MCP server with dual-signed transactions, gift cards, spo…
B 78 5⁄5 ◉ ⏳ 78 66 — 69 82 93
2334
LayeSec006
pentest-mcp-server ⚡ Claim
MCP server for penetration testing
B 78 5⁄5 ◉ ⏳ 92 61 N/A 49 81 98
2335
shuji-bonji
w3c-mcp ⚡ Claim 2
MCP Server for accessing W3C/WHATWG/IETF web specifications. Provides AI assist…
B 78 5⁄5 ◉ ⏳ 79 66 — 66 84 96
2336
optuna
optuna-mcp ⚡ Claim
Official MCP server enabling seamless orchestration of hyperparameter search an…
B 78 5⁄4 ◉ ⏳ 78 61 N/A 81 87 88
2337
t2hnd
Provides access to bakery POS transaction data, product catalogs, and sales ana…
B 78 5⁄5 ◉ ⏳ 78 100 N/A 21 95 77
2338
tristau
Provides weather data integration using the OpenWeatherMap API, enabling users …
B 78 5⁄5 ◉ ⏳ 86 57 — 69 81 99
2339
wei
MCP server for querying the official MCP registry.
B 78 5⁄5 ◉ ⏳ 57 100 N/A 49 95 85
2340
Krishanu-das-05
MCP Server ⚡ Claim
A Python backend implementing the Model Context Protocol with Azure OpenAI inte…
B 78 5⁄5 ◉ ⏳ 84 75 — 40 81 100
2341
Contentrain
Enables AI agents to manage Contentrain CMS content, models, and assets with au…
B 78 5⁄5 ◉ ⏳ 73 100 N/A 50 75 84
2342
Jeetinida
Provide real-time stock prices, historical stock data, stock-related news, and …
B 78 5⁄4 ◉ ⏳ 84 68 N/A 47 89 94
2343
xiaobenyang-com
Lookup-Domain ⚡ Claim 1
A Model Context Protocol (MCP) server that provides comprehensive domain name r…
B 78 6⁄4 ◉ ⏳ 78 66 87 45 95 91
2344
zhookteam
zhook-mcp-server ⚡ Claim 1
Create Hooks: Create new webhooks or MQTTHOOKS directly from your agent. List H…
B 78 5⁄5 ◉ ⏳ 88 67 — 51 78 97
2345
ebowman
Enables comprehensive access to RescueTime productivity data and features throu…
B 78 5⁄5 ◉ ⏳ 80 77 — 46 82 95
2346
jrandolf
par5-mcp ⚡ Claim
Enables parallel execution of shell commands and AI coding agents (Claude, Gemi…
B 78 5⁄5 ◉ ⏳ 49 100 N/A 55 95 87
2347
juanlarreapm
Strava MCP Server ⚡ Claim 1
Integrates with the Strava API to allow AI assistants to access fitness data in…
B 78 5⁄5 ◉ ⏳ 90 61 — 48 82 100
2348
zcag
Search npm packages, get live registry data, and compare alternatives. No API k…
B 78 5⁄4 ◉ ⏳ 76 65 N/A 58 94 96
2349
DavidGreigQC
Enables Claude to read and search through iMessage, SMS, and RCS conversations,…
B 78 5⁄5 ◉ ⏳ 78 75 N/A 44 95 90
2350
ThirdGuard
Provides Ethereum blockchain data tools via Etherscan's API, enabling users to …
B 78 5⁄5 ◉ ⏳ 94 62 — 43 82 100
Showing 2301–2350 of 68965 servers
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